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Bootstraps for Meta-Analysis with an Application to the Impact of Climate Change

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  • Richard S.J. Tol

    (Department of Economics, University of Sussex
    Institute for Environmental Studies, Vrije Universiteit, Amsterdam, The Netherlands
    Department of Spatial Economics, Vrije Universiteit, Amsterdam, The Netherlands
    Tinbergen Institute, Amsterdam, The Netherlands)

Abstract

Bootstrap and smoothed bootstrap methods are used to estimate the uncertainty about the total impact of climate change, and to assess the performance of commonly used impact functions. Kernel regression is extended to include restrictions on the functional form. Impact functions do not describe the primary estimates of the economic impacts very well, and monotonic functions do particularly badly. The impacts of climate change do not significantly deviate from zero until 2.5-3.5°C warming. The uncertainty is large, and so is the risk premium. The ambiguity premium is small, however. The certainty equivalent impact is a negative 1.5% of income for 2.5°C, rising to 15% (50%) for 5.0°C for a rate of risk aversion of 1 (2).

Suggested Citation

  • Richard S.J. Tol, 2013. "Bootstraps for Meta-Analysis with an Application to the Impact of Climate Change," Working Paper Series 6413, Department of Economics, University of Sussex Business School.
  • Handle: RePEc:sus:susewp:6413
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    File URL: http://www.sussex.ac.uk/economics/documents/wps-64-2013.pdf
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    References listed on IDEAS

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    1. Maddison, David & Rehdanz, Katrin, 2011. "The impact of climate on life satisfaction," Ecological Economics, Elsevier, vol. 70(12), pages 2437-2445.
    2. Bosello, Francesco & Eboli, Fabio & Pierfederici, Roberta, 2012. "Assessing the Economic Impacts of Climate Change. An Updated CGE Point of View," Climate Change and Sustainable Development 121700, Fondazione Eni Enrico Mattei (FEEM).
    3. Rehdanz, Katrin & Maddison, David, 2005. "Climate and happiness," Ecological Economics, Elsevier, vol. 52(1), pages 111-125, January.
      • Katrin Rehdanz & David J. Maddison, 2003. "Climate and Happiness," Working Papers FNU-20, Research unit Sustainability and Global Change, Hamburg University, revised Apr 2003.
    4. Roberto Roson & Dominique Van der Mensbrugghe, 2012. "Climate change and economic growth: impacts and interactions," International Journal of Sustainable Economy, Inderscience Enterprises Ltd, vol. 4(3), pages 270-285.
    5. Robert S. Pindyck, 2013. "Climate Change Policy: What Do the Models Tell Us?," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 860-872, September.
    6. Plambeck, Erica L & Hope, Chris, 1996. "PAGE95 : An updated valuation of the impacts of global warming," Energy Policy, Elsevier, vol. 24(9), pages 783-793, September.
    7. Martin L. Weitzman, 2009. "On Modeling and Interpreting the Economics of Catastrophic Climate Change," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 1-19, February.
    8. David Anthoff & Richard Tol, 2009. "The Impact of Climate Change on the Balanced Growth Equivalent: An Application of FUND," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 43(3), pages 351-367, July.
    9. van der Ploeg, Frederick & Withagen, Cees, 2012. "Too much coal, too little oil," Journal of Public Economics, Elsevier, vol. 96(1), pages 62-77.
    10. J. Annan & J. Hargreaves, 2011. "On the generation and interpretation of probabilistic estimates of climate sensitivity," Climatic Change, Springer, vol. 104(3), pages 423-436, February.
    11. Richard Tol, 2002. "Estimates of the Damage Costs of Climate Change. Part 1: Benchmark Estimates," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 21(1), pages 47-73, January.
    12. Martin L. Weitzman, 2012. "GHG Targets as Insurance Against Catastrophic Climate Damages," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 14(2), pages 221-244, March.
    13. Richard Tol, 2012. "On the Uncertainty About the Total Economic Impact of Climate Change," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 53(1), pages 97-116, September.
    14. -, 2009. "The economics of climate change," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38679, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    15. Nordhaus, William D., 1993. "Rolling the 'DICE': an optimal transition path for controlling greenhouse gases," Resource and Energy Economics, Elsevier, vol. 15(1), pages 27-50, March.
    16. Maddison, David, 2003. "The amenity value of the climate: the household production function approach," Resource and Energy Economics, Elsevier, vol. 25(2), pages 155-175, May.
    17. Richard Tol, 2002. "Estimates of the Damage Costs of Climate Change, Part II. Dynamic Estimates," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 21(2), pages 135-160, February.
    18. Hope, Chris, 2008. "Discount rates, equity weights and the social cost of carbon," Energy Economics, Elsevier, vol. 30(3), pages 1011-1019, May.
    19. Antony Millner & Simon Dietz & Geoffrey Heal, 2013. "Scientific Ambiguity and Climate Policy," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 55(1), pages 21-46, May.
    20. Richard S. J. Tol, 2009. "The Economic Effects of Climate Change," Journal of Economic Perspectives, American Economic Association, vol. 23(2), pages 29-51, Spring.
    21. Francesco Bosello & Fabio Eboli & Roberta Pierfederici, 2012. "Assessing the Economic Impacts of Climate Change," Review of Environment, Energy and Economics - Re3, Fondazione Eni Enrico Mattei, February.
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    Cited by:

    1. Richard S.J. Tol, 2018. "The impact of climate change and the social cost of carbon," Working Paper Series 1318, Department of Economics, University of Sussex Business School.
    2. Howard, Peter & Sterner, Thomas, 2014. "Loaded DICE: Refining the Meta-analysis Approach to Calibrating Climate Damage Functions," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 169952, Agricultural and Applied Economics Association.
    3. Tsigaris, Panagiotis & Wood, Joel, 2016. "A simple climate-Solow model for introducing the economics of climate change to undergraduate students," International Review of Economics Education, Elsevier, vol. 23(C), pages 65-81.
    4. Howard, Peter H. & Sylvan, Derek, 2015. "The Economic Climate: Establishing Consensus on the Economics of Climate Change," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 205761, Agricultural and Applied Economics Association.
    5. Richard Tol, 2014. "Objective versus subjective assessments: The IPCC treatment of the total economic impact of climate change," Working Paper Series 6914, Department of Economics, University of Sussex Business School.
    6. Howard, Peter H. & Derek, Sylvan, 2016. "The Wisdom of the Economic Crowd: Calibrating Integrated Assessment Models Using Consensus," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235639, Agricultural and Applied Economics Association.
    7. Richard S. J. Tol, 2016. "The Impacts Of Climate Change According To The Ipcc," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 7(01), pages 1-20, February.
    8. Tsigaris, Panagiotis & Wood, Joel, 2019. "The potential impacts of climate change on capital in the 21st century," Ecological Economics, Elsevier, vol. 162(C), pages 74-86.

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    More about this item

    Keywords

    impacts of climate change; kernel regression; bootstrap; risk aversion; ambiguity aversion;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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